The anomalous release of GnRH is observed in reproductive disorder such as hypogonadotropic hypogonadism, polycystic ovary syndrome (PCOS), or following prenatal exposure to elevated androgen levels. The gene discussed is GNRH1; the disease is hypogonadotropic hypogonadism.